Optimizer state at step 3000: 8 FSDP shards, world size 8 (resume, not restart)

step 3000 (latest.pt, carries EMA) — the comparison arm for checkpoint selection

LiveWan step 2250: checkpoint, prompt bank, four evaluation worlds, samples